first add

utils/search.py

@@ -0,0 +1,17 @@
+import sqlite3
+
+# 连接到数据库
+conn = sqlite3.connect('../test/data/35/data/chembl_35/chembl_35_sqlite/chembl_35.db')
+
+# 查询抗生素相关分子 (修正版)
+query = """
+SELECT m.chembl_id, m.pref_name, cs.molecule_synonym 
+FROM molecule_synonyms cs
+JOIN molecule_dictionary m ON cs.molregno = m.molregno
+WHERE cs.molecule_synonym LIKE '%antibiotic%'
+LIMIT 10
+"""
+
+cursor = conn.execute(query)
+for row in cursor.fetchall():
+    print(row)